Concepedia

Sequential Anomaly Detection

Sequential Anomaly Detection is a computational framework within sequence pattern recognition that identifies deviations from expected sequential behaviors by modeling legitimate sequences and detecting instances where observed transitions or ordering of elements significantly diverge from established temporal or structural norms.

118

Publications

5.5K

Citations

391

Authors

179

Institutions

Publications per year

2017–2026

74

Parents

Publications

118

LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs

Weibin Meng, Ying Liu, Yichen Zhu et al. · 2019 · 616 citations · Full text

, , +14

Ensemble of deep sequential models for credit card fraud detection

Javad Forough, Saeedeh Momtazi · Applied Soft Computing · 2020 · 215 citations

, , +14

Adaptive real-time anomaly detection using inductively generated sequential patterns

Hanlin Teng, K. Chen, Sha Lu · 1990 · 207 citations

, , +15

Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder

Long-yuan Li, Junchi Yan, Haiyang Wang et al. · IEEE Transactions on Neural Networks and Learning Systems · 2020 · 206 citations

, , +16

Online Learning and Sequential Anomaly Detection in Trajectories

Rikard Laxhammar, Göran Falkman · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 194 citations

, , +15

1–5 of 118

Authors

391

  1. QZ
    Qing Zhao

    University of California, Davis, United States

    11 publications · 376 citations

    10

    h-index

  2. KC
    Kobi Cohen

    Ben-Gurion University of the Negev, Israel

    10 publications · 357 citations

    10

    h-index

  3. SS
    Süleyman S. Kozat

    Bilkent University, Türkiye

    4 publications · 116 citations

    4

    h-index

  4. GF
    Göran Falkman

    University of Skövde, Sweden

    3 publications · 307 citations

    3

    h-index

  5. PB
    Paolo Braca

    North Atlantic Treaty Organization, Belgium

    3 publications · 71 citations

    3

    h-index

1–5 of 391

Institutions

179

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    11 h-index

    17 publications

    807 citations

  2. Ben-Gurion University of the Negev

    Beersheba, Israel

    8 h-index

    17 publications

    415 citations

  3. Cornell University

    Ithaca, United States

    8 h-index

    12 publications

    335 citations

  4. Bilkent University

    Ankara, Türkiye

    5 h-index

    10 publications

    429 citations

  5. Tsinghua University

    Beijing, China

    4 h-index

    12 publications

    3.6K citations

  6. University of California, Davis

    Davis, United States

    4 h-index

    7 publications

    275 citations

  7. Duke University

    Durham, United States

    4 h-index

    8 publications

    210 citations

  8. University of South Florida

    Tampa, United States

    3 h-index

    7 publications

    124 citations

1–8 of 179

Venues

  1. IEEE Transactions on Information Theory

    5 publications · 252 citations

    5

    h-index

  2. IEEE Transactions on Signal Processing

    5 publications · 185 citations

    5

    h-index

  3. IEEE Access

    2 publications · 36 citations

    2

    h-index

  4. IEEE/ACM Transactions on Networking

    TON · 2 publications · 114 citations

    2

    h-index

  5. 2

    h-index

1–5